{
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   "source": [
    "<table align=\"left\">\n",
    "  <td>\n",
    "    <a href=\"https://colab.research.google.com/github/nyandwi/machine_learning_complete/blob/main/3_data_visualization/3_data_visualization_with_pandas.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n",
    "  </td>\n",
    "  <td>\n",
    "</table>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*This notebook was created by [Jean de Dieu Nyandwi](https://twitter.com/jeande_d) for the love of machine learning community. For any feedback, errors or suggestion, he can be reached on email (johnjw7084 at gmail dot com), [Twitter](https://twitter.com/jeande_d), or [LinkedIn](https://linkedin.com/in/nyandwi).*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "87xl5avZ_KVF"
   },
   "source": [
    "<a name='0'></a>\n",
    "# Pandas for Data Visualization\n",
    "\n",
    "Pandas that we used for data analysis and manipulation can also be used to visualize data. \n",
    "\n",
    "And it is so simple. To step back a bit, `Matplotlib` is the primary visualization library in Python. Both Seaborn and Pandas visualization are built on top of Matplotlib.\n",
    "\n",
    "**Contents**:\n",
    "\n",
    "* [1. Imports and loading datasets](#1)\n",
    "* [2. Basic Plots](#2)\n",
    "* [3. More Plots](#3)\n",
    "\n",
    "     * [A. Bar plots](#1-1)\n",
    "     * [B. Histogram](#1-2)\n",
    "     * [C. Box plots](#1-3)\n",
    "     * [D. Area plots](#1-4)\n",
    "     * [E. Kernel Density Estimation (KDE) plots](#1-5)\n",
    "     * [F. Scatter plots](#1-6)\n",
    "     * [G. Hexagonal plots](#1-7)\n",
    "     * [H. Pie plots](#1-8)\n",
    "       \n",
    "* [4. Further learnings](#4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "FoF3yNVNBZ6K"
   },
   "source": [
    "<a name='1'></a>\n",
    "## 1. Imports and Loading datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "wbEDVUuOBcEK"
   },
   "outputs": [],
   "source": [
    "# Imports \n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "xbBh2VaYBmMR"
   },
   "outputs": [],
   "source": [
    "# Loading dataset\n",
    "\n",
    "titanic = sns.load_dataset('titanic')\n",
    "tips = sns.load_dataset('tips')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
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     "height": 204
    },
    "id": "COCYg4w5B93G",
    "outputId": "33ec353d-4b0e-400e-9a11-e1b060683ee5"
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   "outputs": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>survived</th>\n",
       "      <th>pclass</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>sibsp</th>\n",
       "      <th>parch</th>\n",
       "      <th>fare</th>\n",
       "      <th>embarked</th>\n",
       "      <th>class</th>\n",
       "      <th>who</th>\n",
       "      <th>adult_male</th>\n",
       "      <th>deck</th>\n",
       "      <th>embark_town</th>\n",
       "      <th>alive</th>\n",
       "      <th>alone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>no</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>C</td>\n",
       "      <td>First</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>C</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>yes</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>yes</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>S</td>\n",
       "      <td>First</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>C</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>yes</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>no</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   survived  pclass     sex   age  sibsp  parch     fare embarked  class  \\\n",
       "0         0       3    male  22.0      1      0   7.2500        S  Third   \n",
       "1         1       1  female  38.0      1      0  71.2833        C  First   \n",
       "2         1       3  female  26.0      0      0   7.9250        S  Third   \n",
       "3         1       1  female  35.0      1      0  53.1000        S  First   \n",
       "4         0       3    male  35.0      0      0   8.0500        S  Third   \n",
       "\n",
       "     who  adult_male deck  embark_town alive  alone  \n",
       "0    man        True  NaN  Southampton    no  False  \n",
       "1  woman       False    C    Cherbourg   yes  False  \n",
       "2  woman       False  NaN  Southampton   yes   True  \n",
       "3  woman       False    C  Southampton   yes  False  \n",
       "4    man        True  NaN  Southampton    no   True  "
      ]
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     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titanic.head()"
   ]
  },
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   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 204
    },
    "id": "vpP_Wn5wCAZ4",
    "outputId": "5fc829d1-35a0-4079-b55c-869498609030"
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Bqg3ieT_CB-c",
    "outputId": "9276d164-9a77-4378-ffe9-d256302efb44"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "<table align=\"left\">\n",
    "  <td>\n",
    "    <a href=\"https://colab.research.google.com/github/nyandwi/machine_learning_complete/blob/main/0_python_for_ml/intro_to_python.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n",
    "  </td>\n",
    "  <td>\n",
    "</table>\n",
    "\n",
    "*This notebook was created by [Jean de Dieu Nyandwi](https://twitter.com/jeande_d) for the love of machine learning community. For any feedback, errors or suggestion, he can be reached on email (johnjw7084 at gmail dot com), [Twitter](https://twitter.com/jeande_d), or [LinkedIn](https://linkedin.com/in/nyandwi).*# Checking if the dataset is a Pandas DataFrame\n",
    "type(tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "gYiH1aorFRPf"
   },
   "source": [
    "<a name='2'></a>\n",
    "## 2. Basic Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 282
    },
    "id": "ILwBYrXEFUcy",
    "outputId": "dc78bd6c-afda-488a-c58a-80e826055762"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips[['tip', 'total_bill']].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 282
    },
    "id": "xTRooOujHoXB",
    "outputId": "d2da996d-d660-4aa1-ee9c-eea4da30dac4"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "titanic['age'].hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "uegI0qjYIORE"
   },
   "source": [
    "We can change the style of the plot with `plt.style.use('style_name')` to create beatiful visualizations. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "id": "ZrVjzsloIjKM"
   },
   "outputs": [],
   "source": [
    "plt.style.use('ggplot')\n",
    "\n",
    "# ggplot is a visualization library in R language"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 282
    },
    "id": "f_AldybEIuAk",
    "outputId": "2ceb915a-b0a2-4983-b5b3-59f7f884d14e"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "titanic['age'].hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 458
    },
    "id": "7rymw1R8JTdN",
    "outputId": "e0c50ee9-bcd5-41a7-acf9-3359b82defa4"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn-talk')\n",
    "titanic['age'].hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 458
    },
    "id": "RPjRhy-QJxE2",
    "outputId": "c3d725b7-b191-4e39-c1d8-288a685231d3"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('dark_background')\n",
    "titanic['age'].hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 458
    },
    "id": "Vj0A7-JrJ57L",
    "outputId": "e34ee46d-6965-4109-be71-f6b0aed0b8fc"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('grayscale')\n",
    "titanic['age'].hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 486
    },
    "id": "_ey3iMmkJ-yS",
    "outputId": "5e85e5e9-f7b4-4667-9b4e-6c62850ec262"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('fivethirtyeight')\n",
    "titanic['age'].hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "lL__5VWiKNbO"
   },
   "source": [
    "There are more great style cheets that you should check out if you are interested in creating attractive visualizations. \n",
    "\n",
    "Learn more about [style cheets](https://matplotlib.org/stable/gallery/style_sheets/style_sheets_reference.html#sphx-glr-gallery-style-sheets-style-sheets-reference-py)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Q2Efm8o6GwZd"
   },
   "source": [
    "### More Plots\n",
    "\n",
    "We can use `plot()` to create more plot types. Here are the following types that we are going to see in this notebook:\n",
    "\n",
    "* Bar plot\n",
    "* Histogram\n",
    "* Box plots\n",
    "* Area plots\n",
    "* Kernel Density estimation plots (KDE)\n",
    "* Scattter plots\n",
    "* Pie charts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "bbZoFJHvLzW8"
   },
   "source": [
    "<a name='1-1'></a>\n",
    "### A. Bar Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 489
    },
    "id": "-KpuKh8tMExM",
    "outputId": "eb8e74b7-9b9f-4845-f930-4e69424d7a88"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn-dark')\n",
    "top_20 = tips['total_bill'][0:20]\n",
    "\n",
    "top_20.plot(kind='bar')\n",
    "\n",
    "# Same as \n",
    "#top_20.plot.bar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "cB1OxXHNQmVn"
   },
   "source": [
    "We can also plot stacked bar plots. We will have to set `stacked` to `True`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 489
    },
    "id": "U72DxMZZP6Hr",
    "outputId": "e75bb4f0-8131-46a3-c07e-fdc1266ff638"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_30_rows = tips[0:30]\n",
    "top_30_rows.plot(kind='bar',stacked=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "xFi9RvQRQ4n0"
   },
   "source": [
    "Use `.barh()` to create horizontal bar charts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 486
    },
    "id": "8YkORJE2QaUX",
    "outputId": "d8c462b1-8cf4-4b57-fe30-093a42f0c381"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "first_30_pasesengers = titanic[0:30]\n",
    "first_30_pasesengers.plot(kind='barh',stacked=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_cij3QwvPnCW"
   },
   "source": [
    "<a name='1-2'></a>\n",
    "### B. Histogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 486
    },
    "id": "HZbBM6I9Pq3z",
    "outputId": "1003848c-c989-4c7b-df9e-ee8079d51adf"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Frequency'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "titanic['age'].plot(kind='hist')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 486
    },
    "id": "AfBv1rqiPxsY",
    "outputId": "1c3d5c6c-9aa7-4b03-e46c-f5a456abdf17"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Frequency'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "first_30_pasesengers.plot(kind='hist',stacked=True, bins=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 505
    },
    "id": "fEH2hvnsRT6F",
    "outputId": "03a017f0-0bf9-48f6-8a94-27958057adb9"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Frequency'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "first_30_pasesengers.plot(kind='hist',stacked=True, bins=20, orientation='horizontal')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "aGoAXa1hRwrS"
   },
   "source": [
    "You can also create histograms easily with `dataframe.hist()`. We saw this in the beginning. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 486
    },
    "id": "y0iGGmMBR_vM",
    "outputId": "f5b1a5e9-5390-4ca4-b36a-340ee6a7810f"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips['size'].hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "fjkJzignSL0f"
   },
   "source": [
    "<a name='1-3'></a>\n",
    "### C. Box Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 486
    },
    "id": "DSiAS8hxSNOF",
    "outputId": "735c6baa-fb47-487a-d2f3-47d2cd151d5b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_30_rows.plot(kind='box')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 486
    },
    "id": "LP5MJic2SU-Y",
    "outputId": "4a05a663-2ef9-4432-82da-002ac40a0016"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# You can also use dataframe.boxplot()\n",
    "\n",
    "top_30_rows.boxplot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "n4d0wqNGVcpj"
   },
   "source": [
    "<a name='1-4'></a>\n",
    "### D. Area Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 486
    },
    "id": "OX7skf4jVd5h",
    "outputId": "5e825c1e-eba0-4fc9-b666-decb5ad84717"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "size_top_bill = tips[['size','tip', 'total_bill']]\n",
    "size_top_bill.plot(kind='area')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "PjIdKAXYW_mV"
   },
   "source": [
    "By default, area plot is stacked. But you can disable it. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 486
    },
    "id": "vf7aBguJVkQu",
    "outputId": "d5b0a6fc-4dea-46ab-b250-3ad897ad8e5e"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Only displaying top 30 rows for clarity\n",
    "\n",
    "size_top_bill[0:30].plot(kind='area', stacked=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "He5ik8gaXp65"
   },
   "source": [
    "<a name='1-5'></a>\n",
    "### E. Kernel Density estimation plots (KDE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 486
    },
    "id": "cqwdqnkBX3Qv",
    "outputId": "7e65fdd4-6652-4ba7-9180-0e2f0d8e8b8c"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Density'>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "titanic['age'].plot.kde()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "jggDAYLpYNGn"
   },
   "source": [
    "<a name='1-6'></a>\n",
    "### F. Scatter Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 505
    },
    "id": "xuY4Sn2hYOMs",
    "outputId": "73a22314-9940-4e21-aa89-4c4c36ab0c52"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='tip', ylabel='total_bill'>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips.plot.scatter(x='tip', y='total_bill')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 505
    },
    "id": "43bdHyfMYlQg",
    "outputId": "65f52207-d56c-40dd-9e4f-87c61cb42a05"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='tip', ylabel='total_bill'>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips.plot.scatter(x='tip', y='total_bill', color='Blue')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "AtiIFnCIZadO"
   },
   "source": [
    "<a name='1-7'></a>\n",
    "### G. Hexagonal Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 509
    },
    "id": "yy4JZ0vWZdkk",
    "outputId": "271bb8ae-a405-4881-ab8f-3fb687a01f3d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='tip', ylabel='total_bill'>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips.plot.hexbin(x='tip', y='total_bill',gridsize=30)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Fzksul9kaA2p"
   },
   "source": [
    "<a name='1-8'></a>\n",
    "### H. Pie Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 465
    },
    "id": "7n3eKrkpaCQL",
    "outputId": "bb5e5ca2-92b7-454c-82de-f2e3da84e71f"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='qty'>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame({'qty': [10, 20, 30],\n",
    "                  'sales': [200, 700, 500]},\n",
    "                  index=['Apple', 'Orange','Lemon'])\n",
    "\n",
    "df.plot(kind='pie', y='qty')   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 327
    },
    "id": "TfYtQ4bUfomC",
    "outputId": "d71a579f-60e5-4f65-f2e7-52475c742959"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 748.8x514.8 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(kind='pie', subplots=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "aNcC2ZvpfE9h"
   },
   "source": [
    "<a name='4'></a>\n",
    "## 3. Further Learning\n",
    "\n",
    "* [Pandas Data Visualization](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.plot.pie.html#pandas.DataFrame.plot.pie)\n",
    "* [Advanced Visualizations](https://pandas.pydata.org/docs/user_guide/cookbook.html#cookbook-plotting)\n",
    "* [Pandas Ecosystem](https://pandas.pydata.org/docs/ecosystem.html#ecosystem-visualization)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a name='0'></a>\n",
    "\n",
    "[Back to Top](#0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "name": "3.2 Data Visualization with Pandas.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
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